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<h1 class="title toc-ignore">COVID-19 condition study in the United States</h1>

</div>


<div id="introduction" class="section level2">
<h2>Introduction</h2>
<p>COVID-19 is a global pandemic that affects our health and life. By exploring the COVID-19 condition, we can make take possible actions to better contain its spread and make plans for the future. In this project, we mainly study the COVID-19 condition in the United States. The data for this study comes from <a href="https://covidtracking.com/data/api" class="uri">https://covidtracking.com/data/api</a>, <a href="https://covid.cdc.gov/covid-data-tracker/#demographics" class="uri">https://covid.cdc.gov/covid-data-tracker/#demographics</a> and <a href="https://github.com/nytimes/covid-19-data" class="uri">https://github.com/nytimes/covid-19-data</a></p>
<p>How is the COVID-19 condition in the United States now? The question can be answered from the following perspectives:</p>
</div>
<div id="q1-condition-overview" class="section level2">
<h2>Q1: Condition Overview</h2>
<p>Here is the summary of the latest numbers about the total tests, accumulated confirmed case numbers, accumulated deaths, accumulated recoveries.</p>
<table>
<colgroup>
<col width="9%" />
<col width="12%" />
<col width="35%" />
<col width="23%" />
<col width="19%" />
</colgroup>
<thead>
<tr class="header">
<th align="right">date</th>
<th align="right">total tests</th>
<th align="right">accumulated confirmed case numbers</th>
<th align="right">accumulated recoveries</th>
<th align="right">accumulated deaths</th>
</tr>
</thead>
<tbody>
<tr class="odd">
<td align="right">20201117</td>
<td align="right">170315721</td>
<td align="right">11202899</td>
<td align="right">4293640</td>
<td align="right">239784</td>
</tr>
</tbody>
</table>
</div>
<div id="q2-pandemic-tendency" class="section level2">
<h2>Q2: Pandemic Tendency</h2>
<p>The tendency of COVID-19 can reflect how will this pandemic will proceed into the future.We can illustrate the pandemic tendency using three important variables: New COVID-19 Tests, New Positive Cases, New Death Cases.</p>
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<p><strong>Insight</strong>:</p>
<ul>
<li>We are doing more and more COVID-19 testing!</li>
<li>More and more people getting infected with COVID-19. The curve indicates that the virus spreading is speeding up as the time goes.</li>
<li>We have not reached the turning point in which the actual condition gets better.</li>
<li>The new death cases is becoming flat and not increasing like new confirmed cases.</li>
</ul>
</div>
<div id="q3-community-infection-status" class="section level2">
<h2>Q3: Community Infection Status</h2>
<p>Different age groups may have different susceptibility towards the virus due to their different immune levels. And the virus infection may also differs with respect to races and ethnicities.</p>
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<p><strong>Insight</strong>: - White Non-Hispanic has both the highest infection rate and covid-death rate, whereas Asian Non-Hispanic, American Indian, Native Hawaiian has significantly low infection rate and death rate.</p>
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<p><strong>Insight:</strong></p>
<ul>
<li>The younger people have a higher infection rate than other populations.</li>
<li>The older people tends to be impacted seriously by the virus, thus leading to the higher death rate among the population.</li>
</ul>
</div>
<div id="q4-population-infection-rate" class="section level2">
<h2>Q4: Population Infection Rate</h2>
<p>The population infection rate in different states can serve as an indicator of virus spreading level.</p>
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0.027957089886063","Maryland <br> Inection rate: 0.0281007652516632","Maine <br> Inection rate: 0.00699564555993556","Michigan <br> Inection rate: 0.0296961308694602","Minnesota <br> Inection rate: 0.0422280237361881","Missouri <br> Inection rate: 0.0406248184103948","Mississippi <br> Inection rate: 0.0454718352067449","Montana <br> Inection rate: 0.0465007695530003","North Carolina <br> Inection rate: 0.0305765234089845","North Dakota <br> Inection rate: 0.0867898910241989","Nebraska <br> Inection rate: 0.0526629789122092","New Hampshire <br> Inection rate: 0.0112815877822977","New Jersey <br> Inection rate: 0.0320501048434532","New Mexico <br> Inection rate: 0.0312365779210739","Nevada <br> Inection rate: 0.0407969702002905","New York <br> Inection rate: 0.0291051027035889","Ohio <br> Inection rate: 0.0267286496652278","Oklahoma <br> Inection rate: 0.0401736815316153","Oregon <br> Inection rate: 0.0139761420073386","Pennsylvania <br> Inection rate: 0.0215125875884083","Puerto Rico 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<p><strong>Insight:</strong></p>
<ul>
<li>Different states have different population infection rate now. Some states such as are serious than others.</li>
<li>The population infection rate has reached a significant level relative to the population indensity.</li>
</ul>
</div>
<div id="q5-key-information" class="section level2">
<h2>Q5: Key Information</h2>
<p>The text-mining of the notes gathered from every state are helpful for us to know the main topics. Here, we choose to display them using word tokens and tri-grams.</p>
<p><img src="index_files/figure-html/unnamed-chunk-6-1.png" width="700px" style="display: block; margin: auto;" /></p>
<p><strong>Insight:</strong></p>
<ul>
<li>“PCR test” is the most important information across all states. It means that most states is mainly focusing on COVID-19 testing now.</li>
</ul>
</div>
<div id="summary" class="section level2">
<h2>Summary</h2>
<p>How is the COVID-19 condition in the United States now?</p>
<p>To begin with, the COVID-19 condition is not optimistic now, we can see the huge numbers of cases in the overview part. Firstly, the infection is still continuously growing with a higher and higher growth rate. Secondly, the virus infections and impacts are different in terms of different age groups and races/ethnicities. Thirdly, The population infection rate is different across different states and has already reached a significant level of around 2% now. Finally, most states are mainly working on doing COVID-19 testing now, this is the key information we should pay attention to.</p>
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